Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "28"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 28 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 255 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 233 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_10016/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 28, Node 1:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 60.00% 21.08% 31.89% 100.00% 0.00% 15.581668 -0.462600 11.239250 0.701760 24.955868 4.752049 20.864328 5.479297 0.3569 0.5256 -0.0510 3.711711 12.694731
2459593 RF_maintenance 100.00% 61.64% 51.38% 18.91% 100.00% 0.00% 21.695770 -0.465367 12.899859 0.329015 18.852797 7.963125 11.564714 3.211425 0.3251 0.4647 -0.0346 2.409318 7.370848
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.604582 -0.855442 18.893683 -0.980022 3.785170 -0.204852 -1.669230 -0.054100 0.0304 0.0306 0.0028 nan nan
2459591 RF_maintenance 100.00% 88.11% 87.57% 11.89% 100.00% 0.00% 28.279554 -0.559114 17.797819 -0.844107 17.793993 5.895189 23.037191 0.322786 0.1656 0.2597 -0.1233 2.221713 6.516968
2459590 RF_maintenance 100.00% 90.81% 90.27% 9.19% 100.00% 0.00% 27.159170 -0.523310 13.323445 -0.452270 21.058357 8.166258 15.487611 0.204991 0.1708 0.2640 -0.1168 2.227177 5.810503
2459589 RF_maintenance 100.00% 76.18% 58.89% 10.32% 100.00% 0.00% 26.467903 1.052802 12.566846 0.093803 12.502771 9.028199 12.515554 6.746710 0.2875 0.4177 -0.0412 2.314638 7.125727
2459588 RF_maintenance 100.00% 58.89% 37.28% 14.10% 100.00% 0.00% 20.136985 -0.723114 14.337110 -0.831551 25.423566 3.987436 10.861489 2.883748 0.3789 0.5382 -0.0122 3.233452 12.129405
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 27.335896 -0.088796 24.152408 -0.522530 2.357794 0.757091 9.898716 -0.306314 nan nan nan 3.308413 9.658370
2459586 RF_maintenance 100.00% 91.35% 85.41% 8.65% 100.00% 0.00% 26.340622 -0.290891 8.139174 0.231659 10.027697 0.810309 14.423127 0.458543 0.1769 0.2857 -0.1146 2.192815 5.667596
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.098577 0.955087 3.281069 1.189037 10.545285 0.925321 0.122618 1.232055 0.0311 0.0361 0.0012 0.000000 0.000000
2459584 RF_maintenance 100.00% 89.80% 89.80% 10.20% 100.00% 0.00% 35.109399 0.751041 15.147154 3.654635 5.718850 -0.492293 4.873949 0.138634 0.1326 0.2168 -0.1257 2.737137 7.999212
2459583 RF_maintenance 100.00% 91.36% 90.22% 8.64% 100.00% 0.00% 24.335607 -0.027702 3.735640 1.829910 12.251406 3.957841 6.494426 0.169942 0.1531 0.2391 -0.1175 2.325465 6.297566
2459582 RF_maintenance 100.00% 89.73% 88.65% 10.27% 100.00% 0.00% 21.720054 -0.178113 3.160004 1.852809 12.391146 4.729559 5.077341 0.093368 0.1471 0.2330 -0.1343 2.167494 5.734860
2459581 RF_maintenance 100.00% 89.19% 88.11% 10.81% 100.00% 0.00% 28.659987 0.100683 3.484323 1.653868 11.009802 3.752788 8.461922 -0.075306 0.1609 0.2509 -0.1283 2.156037 5.296173
2459580 RF_maintenance 100.00% 87.52% 86.98% 12.48% 100.00% 0.00% 22.704173 -0.221506 3.082701 1.842379 13.359547 3.965861 8.062686 -0.089440 0.1580 0.2580 -0.1345 2.384003 6.933075
2459579 RF_maintenance 100.00% 87.52% 86.98% 12.48% 100.00% 0.00% 22.230868 -0.241271 3.926001 2.577097 10.991546 4.498497 14.567075 0.519366 0.1523 0.2489 -0.1438 2.626948 7.519827
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.441989 -0.649487 11.870363 -0.919478 5.902710 0.116564 4.031834 0.318276 0.0296 0.0309 0.0035 nan nan
2459577 RF_maintenance 100.00% 83.33% 83.33% 16.67% 100.00% 0.00% 27.468375 -0.285353 2.935000 1.596880 9.905729 3.975184 7.775348 -0.184223 0.1712 0.2608 -0.1427 2.102150 4.899423
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.802490 0.237987 2.102832 1.646828 7.911965 2.873169 15.868209 0.313733 0.0683 0.0843 -0.0086 1.253819 1.266465
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.557717 -0.093073 2.503172 1.232321 4.497567 3.179595 4.265503 4.124487 0.0595 0.0644 -0.0036 0.000000 0.000000
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.535466 -0.041687 2.544508 1.256354 9.665708 3.425097 8.400359 0.975204 0.0774 0.1064 -0.0064 1.198846 1.208112
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.455253 0.384827 4.481848 2.108338 9.587584 3.446275 10.560489 0.707348 0.0651 0.0850 -0.0035 0.000000 0.000000
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.418892 0.636729 1.997954 1.312247 5.819952 1.914893 21.344154 1.074792 0.0648 0.0794 -0.0085 1.209770 1.218292
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.212743 -0.739139 12.578334 -0.945636 15.332366 5.945010 8.042351 1.094079 0.0302 0.0334 0.0063 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.097427 0.054434 3.240679 1.648514 6.278753 2.291400 7.807885 0.352472 0.0715 0.1003 -0.0073 1.071113 1.055680
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 0.532291 0.532291 0.525437 0.525437 -0.677115 -0.677115 -0.811160 -0.811160 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 66.51% 64.78% 32.39% 100.00% 0.00% 18.361218 0.082884 2.539356 0.634420 1.499708 1.612121 12.595992 0.272819 0.2101 0.3342 -0.1872 1.905335 4.593308
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459559 RF_maintenance 100.00% 74.01% 70.77% 25.99% 100.00% 0.00% 20.310902 0.360047 1.240711 1.040831 6.144275 -0.524448 14.668386 0.708908 0.2005 0.3417 -0.1680 1.808202 4.060682
2459558 RF_maintenance 100.00% 73.47% 71.31% 26.53% 100.00% 0.00% 22.829416 0.304838 3.301877 1.346921 6.715059 1.275648 19.094148 0.989963 0.1928 0.3329 -0.1671 2.043919 5.200965
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0306 0.0360 0.0038 nan nan
2459556 RF_maintenance 100.00% 73.55% 71.39% 25.37% 100.00% 0.00% 25.609744 0.308641 3.104535 1.602830 10.997255 1.226131 43.368947 1.792879 0.2028 0.3378 -0.1606 2.081724 5.589895
2459554 RF_maintenance - 68.61% 67.53% 31.39% - - nan nan nan nan nan nan nan nan 0.1868 0.3076 -0.1899 nan nan
2459553 RF_maintenance - 66.63% 65.01% 33.37% - - nan nan nan nan nan nan nan nan 0.1971 0.3281 -0.1869 nan nan
2459552 RF_maintenance 100.00% 71.35% 68.11% 26.49% 100.00% 0.00% 26.540201 0.570144 4.681123 1.750895 14.703739 5.975316 11.963657 2.351530 0.2004 0.3412 -0.1664 0.938670 0.877730
2459551 RF_maintenance 100.00% 70.23% 69.15% 29.77% 100.00% 0.00% 13.801373 0.174247 1.565701 0.976366 4.327881 -0.290099 17.226599 0.812102 0.2060 0.3355 -0.1721 1.916884 4.511172
2459550 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0304 0.0394 0.0010 nan nan
2459549 RF_maintenance 100.00% 73.51% 71.35% 26.49% 100.00% 0.00% 20.731994 0.012969 3.131917 1.260177 8.190782 1.444322 16.879293 0.997268 0.1933 0.3295 -0.1646 2.033089 5.111435
2459542 RF_maintenance 100.00% 55.70% 48.55% 40.27% 100.00% 0.00% 25.310001 -0.180367 6.528204 -0.107477 0.474603 1.498929 9.836055 0.088627 0.2671 0.4311 -0.1446 1.982324 4.470323
2459541 RF_maintenance 100.00% 55.26% 47.65% 37.58% 100.00% 0.00% 21.779384 0.186133 1.866946 1.924661 3.357423 3.292015 11.355148 4.439548 0.3161 0.4608 -0.1261 2.074615 5.479295
2459540 RF_maintenance 100.00% 61.07% 51.68% 34.00% 100.00% 0.00% 19.850603 0.243803 1.542879 0.726669 2.947591 0.125511 4.919430 1.386437 0.2619 0.4261 -0.1127 1.852981 4.467177
2459536 RF_maintenance 100.00% 53.37% 51.89% 46.63% 100.00% 0.00% 32.028061 1.268165 2.048365 2.669985 9.230707 2.107926 28.430860 3.258863 0.1941 0.3296 -0.2093 2.720315 8.073737
2459535 RF_maintenance 100.00% 55.70% 44.07% 41.16% 100.00% 0.00% 16.304864 0.740962 1.425552 0.592199 6.706396 2.063578 8.281360 2.836291 0.2447 0.4285 -0.1471 2.004266 5.866935
2459534 RF_maintenance 100.00% 53.91% 41.39% 43.85% 100.00% 0.00% 17.064147 -0.084632 1.587978 0.447083 2.979265 0.627821 5.360867 1.135566 0.2404 0.4194 -0.1580 1.974312 5.905103
2459533 RF_maintenance 100.00% 70.96% 68.23% 29.04% 100.00% 0.00% 24.913265 -0.328821 2.632352 0.656920 5.912531 3.449269 10.280733 1.661652 0.1796 0.3197 -0.1800 2.022835 5.294122
2459532 RF_maintenance 100.00% 64.77% 64.21% 35.23% 100.00% 0.00% 27.506531 -0.191332 3.174205 1.724107 8.502891 3.688232 14.521472 0.706460 0.1832 0.3174 -0.1918 2.186205 6.254740
2459530 RF_maintenance 100.00% 58.86% 56.48% 41.14% 100.00% 0.00% 15.749987 -0.301071 1.124171 0.545562 1.843937 0.327843 10.660443 2.893926 0.1989 0.3365 -0.1975 2.154609 5.978724
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 0.00% 0.00% 100.00% 100.00% 0.00% 20.972754 -0.355570 5.071026 1.041331 13.293234 7.864176 10.906474 0.789754 0.4269 0.6498 -0.1868 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 32.088761 1.957204 2.093728 1.427104 11.026141 6.478842 22.934362 1.482625 nan nan nan 2.769016 5.667242
2459522 RF_maintenance 100.00% 100.00% 86.36% 0.00% 100.00% 0.00% 19.565290 1.603706 1.618253 2.265947 9.519147 9.722257 24.630221 2.004364 0.2235 0.3616 -0.0538 2.579223 5.177396
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.602718 -0.716555 12.499305 -0.761834 11.672984 0.539808 35.045165 0.343556 0.0339 0.0366 0.0004 nan nan
2459508 RF_maintenance 100.00% 0.00% 0.00% 100.00% 100.00% 0.00% 15.348423 0.826077 3.980527 0.942446 4.979501 4.542793 12.917530 6.750240 0.5751 0.7548 -0.1033 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 0.00% 38.60% 100.00% 0.00% 15.113712 5.313573 0.478305 3.489898 14.877358 8.048745 42.431582 3.602902 0.4706 0.7030 0.0448 11.371032 50.404427
2459503 RF_maintenance 100.00% 22.04% 16.67% 77.96% 100.00% 0.00% 12.034685 0.978967 3.791817 1.349052 9.986187 3.515392 24.950750 0.750712 0.2581 0.4338 -0.2484 0.000000 0.000000
2459501 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.124223 0.314561 2.678138 0.386031 12.854449 1.887557 23.306156 0.757302 0.1264 0.1539 -0.0148 0.000000 0.000000
2459500 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.834465 0.026657 5.552599 -0.390640 6.465305 0.554046 13.678892 -0.071192 0.1291 0.1557 -0.0167 0.000000 0.000000
2459499 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.981973 1.049682 5.896755 0.492803 7.497306 1.120766 39.782589 9.174092 0.1379 0.1787 -0.0093 0.000000 0.000000
2459498 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.210502 0.884570 4.025709 0.374529 9.763124 0.537528 36.824505 0.887438 0.1281 0.1494 -0.0208 0.000000 0.000000
2459497 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.749133 1.447158 2.845235 0.407724 12.841295 0.708693 25.499686 1.148529 0.1283 0.1596 -0.0219 0.000000 0.000000
2459496 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.808146 1.498949 3.929010 0.549246 11.428419 0.769007 21.339369 0.113637 0.1454 0.1810 -0.0225 0.000000 0.000000
2459495 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.837627 1.005340 3.081510 0.335566 10.698723 0.352703 25.468217 -0.053874 0.1352 0.1728 -0.0244 0.000000 0.000000
2459494 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.274861 0.831098 4.257523 0.086154 12.390816 0.728776 50.846036 0.746094 0.1295 0.1687 -0.0247 0.000000 0.000000
2459492 RF_maintenance 100.00% 56.45% 53.76% 43.55% 100.00% 0.00% 20.810123 0.894526 5.406811 0.889592 27.201023 0.877403 91.648951 11.178127 0.3100 0.4690 -0.1276 1.060213 1.308082
2459491 RF_maintenance 100.00% 51.08% 48.39% 48.92% 100.00% 0.00% 24.154590 2.366456 5.489676 2.210418 29.231141 6.295451 35.162398 11.567614 0.4672 0.5594 -0.0748 1.588053 5.926867
2459490 RF_maintenance 100.00% 51.08% 51.08% 48.92% 100.00% 0.00% 26.513472 2.014557 5.773223 1.491427 20.816105 0.921511 47.134929 3.906856 0.2876 0.4330 -0.1527 3.218040 10.283110
2459489 RF_maintenance 100.00% 51.08% 48.39% 48.92% 100.00% 0.00% 25.097298 2.132164 5.263632 0.378491 25.612187 2.270215 44.191689 6.558572 0.3811 0.5006 -0.0993 3.332984 11.139703
2459488 RF_maintenance 100.00% 51.08% 51.08% 48.92% 100.00% 0.00% 27.624440 1.688448 3.442018 0.911480 42.072335 2.472927 132.631947 9.169055 0.3088 0.4697 -0.1267 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 28: 2459796

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 75.916911 11.747707 12.051691 9.393923 11.707269 20.687450 24.244856 19.863601 75.916911

Antenna 28: 2459795

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 112.883647 15.068313 13.483730 10.294010 7.659999 29.074581 22.315077 112.883647 23.921894

Antenna 28: 2459794

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 184.716692 13.022274 15.106034 7.995497 9.967421 29.473009 34.457671 32.119975 184.716692

Antenna 28: 2459793

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 88.884796 9.642360 12.292920 7.621267 11.402828 30.296904 35.338738 13.638468 88.884796

Antenna 28: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 34.468797 14.879047 34.468797 1.600465 4.242825 22.952279 30.310730 3.066590 13.973339

Antenna 28: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Variability 32.588330 11.370001 16.151244 8.389022 14.953680 28.741093 32.588330 2.473642 13.428493

Antenna 28: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 52.347595 25.151951 17.999876 12.484619 7.458779 49.287513 43.109654 52.347595 10.085097

Antenna 28: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 155.219261 21.527207 15.732101 11.216476 8.291136 52.180701 41.356584 155.219261 27.975693

Antenna 28: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 57.781391 18.794021 13.514709 10.135592 8.462650 54.744785 47.775643 57.781391 12.500774

Antenna 28: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 57.707423 13.213032 20.427676 6.312552 7.150821 29.347168 35.245595 14.391907 57.707423

Antenna 28: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 74.807373 26.222638 14.781161 12.082029 6.556497 51.884460 48.099620 74.807373 11.629859

Antenna 28: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Variability 32.604889 28.294656 12.046243 7.988912 3.453811 32.604889 25.134374 12.497097 1.467831

Antenna 28: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Variability 53.229875 12.861346 24.135874 5.941147 8.895620 42.607589 53.229875 1.742933 21.584356

Antenna 28: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 53.330571 21.132012 11.205658 8.427606 0.345545 23.665084 20.809311 53.330571 10.733330

Antenna 28: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 22.399942 22.399942 10.386935 5.039419 -0.525637 12.696051 12.003101 17.925467 3.652197

Antenna 28: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Variability 16.220575 0.841489 2.776487 1.413753 6.463127 15.746812 16.220575 2.230026 9.791441

Antenna 28: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Variability 19.015801 15.920713 9.157252 10.906269 -0.230578 19.015801 13.718504 14.077782 6.551681

Antenna 28: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Variability 31.013060 21.205831 28.564978 -0.711221 8.100792 20.545671 31.013060 7.665261 17.262707

Antenna 28: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Power 52.673156 33.604244 8.097947 52.673156 10.604263 15.694819 19.491399 46.981330 -1.947902

Antenna 28: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 31.357883 3.924264 20.815315 2.642030 21.132283 4.226278 4.569511 -1.796683 31.357883

Antenna 28: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 26.077681 23.040194 3.843482 20.817974 2.307783 2.405788 2.897275 26.077681 -0.542306

Antenna 28: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 45.729633 28.843665 7.768208 33.036997 7.979860 10.720501 13.139898 45.729633 -1.768849

Antenna 28: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 59.286246 33.342922 8.894395 41.851120 10.641993 13.376417 16.264960 59.286246 -1.109198

Antenna 28: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 69.887672 9.167740 38.140842 11.517687 48.688981 15.742750 14.265167 -2.897748 69.887672

Antenna 28: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 45.597519 4.821702 28.339652 2.912306 21.237243 4.177221 7.423544 -2.101695 45.597519

Antenna 28: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 74.215292 24.187743 4.427328 19.277191 2.401746 6.290145 3.558402 74.215292 -1.227440

Antenna 28: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 108.834649 42.277433 11.260375 53.954386 14.103055 17.563054 18.003107 108.834649 -1.339538

Antenna 28: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.677495 5.909998 27.677495 5.386643 23.078688 5.877757 3.439443 3.868541 5.974310

Antenna 28: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 127.942789 35.305547 8.703665 35.475657 8.870638 15.212402 11.067516 127.942789 -1.485644

Antenna 28: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 281.639151 9.511531 37.468903 11.568193 42.522335 29.020363 47.480595 -2.324679 281.639151

Antenna 28: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 58.530084 2.657644 15.499160 0.984176 8.170270 2.660346 4.085986 -0.513988 58.530084

Antenna 28: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 57.673443 20.768407 9.902812 11.904627 35.331325 7.323698 0.046519 57.673443 4.374333

Antenna 28: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 67.932866 0.739628 14.688849 1.272554 8.364255 1.880050 2.745963 0.812688 67.932866

Antenna 28: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 52.588778 21.433737 2.720942 8.399888 1.773399 9.858729 6.317494 52.588778 0.798044

Antenna 28: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 61.977787 16.857361 1.668584 6.895706 0.708381 9.146451 11.727542 61.977787 0.861000

Antenna 28: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 64.732004 2.328384 23.851648 0.787333 8.707382 4.120425 11.559345 0.097791 64.732004

Antenna 28: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Variability 740.511969 26.288848 4.234973 20.563457 14.520964 30.886967 740.511969 58.972072 98.349867

Antenna 28: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 58.899520 32.164118 2.104976 20.701883 3.161621 11.207426 6.666072 58.899520 0.543193

Antenna 28: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 63.535482 22.746935 3.863498 8.767614 2.127012 8.878997 2.613833 63.535482 1.334045

Antenna 28: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 74.041461 21.248872 3.408119 10.941480 2.644459 15.132450 2.483068 74.041461 1.048206

Antenna 28: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Power 9.816463 3.411358 1.327920 9.816463 0.903508 -0.468014 0.664280 1.878824 0.717980

Antenna 28: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 28: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 28: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 28: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 28: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 28: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 28: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Power 19.527506 5.133105 2.119587 19.527506 2.836454 0.680705 -0.774072 1.809158 1.877624

Antenna 28: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 49.352953 25.426158 4.893006 24.043153 5.106230 9.866798 3.311926 49.352953 2.402996

Antenna 28: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Temporal Discontinuties 43.420894 1.071300 18.556341 1.386932 9.792135 2.395866 3.313609 0.819927 43.420894

Antenna 28: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 10.317865 0.942625 3.761020 0.566994 10.317865 -0.521201 1.175548 0.776994 0.978662

Antenna 28: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 10.331633 0.894803 3.328963 0.457065 10.331633 0.445530 -0.249496 0.338986 5.513242

Antenna 28: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 11.311283 1.790021 4.475904 0.968935 11.311283 -0.014715 0.142240 0.503238 6.842816

Antenna 28: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Temporal Discontinuties 73.291691 6.533381 32.447465 4.611265 20.056403 1.252940 24.261803 1.549659 73.291691

Antenna 28: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 10.320591 3.279025 0.533824 10.320591 0.002955 -0.073643 0.461240 9.977676 0.326376

Antenna 28: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 10.474988 0.659224 2.862206 0.150018 10.474988 0.564931 -0.617806 0.210984 1.123990

Antenna 28: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 7.933401 0.273995 2.078433 -0.112846 7.933401 -0.069008 -0.584782 0.848597 1.381604

Antenna 28: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 9.567237 0.601520 3.243145 0.199446 9.567237 0.446390 1.050706 1.063170 1.957167

Antenna 28: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 8.658756 0.344561 2.310950 -0.056455 8.658756 0.496630 0.282018 0.136665 2.711619

Antenna 28: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Temporal Discontinuties 139.034074 35.256372 1.480347 24.153142 1.577583 8.713647 3.319033 139.034074 1.696826

Antenna 28: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 9.478000 2.037911 0.439296 9.478000 0.208646 4.013208 -0.281549 1.638011 -0.507315

Antenna 28: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok nn Temporal Variability 165.666638 0.595449 2.359632 0.096372 8.619368 165.666638 107.832278 14.249640 54.469680

Antenna 28: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Temporal Discontinuties 115.085874 3.200898 0.302818 11.913668 0.395520 101.692062 -0.472950 115.085874 1.065995

Antenna 28: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Temporal Discontinuties 67.894007 2.977460 0.116336 8.778037 0.082486 49.431216 -0.240537 67.894007 0.975235

Antenna 28: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 8.353741 2.499673 0.222205 8.353741 -0.039540 -0.443463 -0.633696 1.428949 1.196669

Antenna 28: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Temporal Discontinuties 53.586063 27.587110 0.962541 22.909532 1.249023 7.595641 3.446170 53.586063 1.341272

Antenna 28: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Temporal Discontinuties 30.686393 0.208822 3.313166 0.089540 10.034974 0.135631 9.384757 1.043786 30.686393

Antenna 28: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Temporal Discontinuties 134.824937 -0.480959 17.091634 0.102326 19.868928 1.911693 19.788894 1.818970 134.824937

Antenna 28: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 4.976854 -0.778665 0.727057 -0.631619 4.976854 -0.607894 -0.174252 -0.261183 -0.185578

Antenna 28: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 digital_ok ee Power 6.257671 -0.676282 0.987767 -1.001041 6.257671 -0.888218 0.289210 -0.038643 0.481747

Antenna 28: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 482.708280 21.294934 1.363520 36.481280 1.522448 94.706380 3.623099 482.708280 3.082872

Antenna 28: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 11.549724 0.050552 -0.327546 -0.322423 -1.191508 0.330066 0.661166 1.667354 11.549724

Antenna 28: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 23.656025 -0.589047 0.734130 -0.889138 5.540483 0.067871 10.196401 -0.185428 23.656025

Antenna 28: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 105.121837 -0.111095 3.164476 0.328201 13.932014 -0.306074 26.365336 0.982266 105.121837

Antenna 28: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Variability 40.183581 -0.626244 2.190453 0.210704 16.516545 -0.013203 40.183581 0.834647 27.546494

Antenna 28: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 153.793561 25.540615 2.821540 9.935499 0.905031 67.945401 4.030794 153.793561 1.570230

Antenna 28: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 38.427116 3.060205 31.793388 0.729965 7.782590 4.727732 11.111026 2.030591 38.427116

Antenna 28: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 8217.880280 2188.799901 2188.799901 2050.085605 2050.085605 1645.137944 1645.137944 8217.880280 8217.880280

Antenna 28: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 349.954363 93.750788 93.750788 83.071342 83.071342 87.892814 87.892814 349.954363 349.954363

Antenna 28: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Temporal Discontinuties 616.844521 171.368914 171.368914 168.750690 168.750690 186.496091 186.496091 616.844521 616.844521

Antenna 28: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Shape 29.563612 2.023358 29.563612 0.660485 14.891780 3.261235 5.038946 0.575056 24.317453

Antenna 28: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance nn Temporal Variability 43.682129 32.725321 2.456833 16.953304 2.517576 29.771490 43.682129 29.181004 7.874170

Antenna 28: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance nn Temporal Variability 87.140918 28.143374 0.136821 6.895104 4.030355 19.820626 87.140918 10.968259 8.597591

Antenna 28: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 28: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Temporal Discontinuties 141.906080 25.894233 1.461042 13.382853 4.161049 17.396104 6.619282 141.906080 5.402139

Antenna 28: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Temporal Discontinuties 148.841881 22.581877 4.269410 8.362708 3.821702 31.507265 3.298338 148.841881 2.902922

Antenna 28: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 28: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Temporal Variability 34.800317 0.619537 17.082526 3.025276 11.941054 0.892380 34.800317 3.557514 10.317035

Antenna 28: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Shape 25.080020 1.246319 25.080020 2.602712 9.329538 6.646415 6.958689 0.051322 9.274712

Antenna 28: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Temporal Variability 34.251210 1.540973 28.682539 2.531592 9.252382 6.559344 34.251210 0.057356 32.283899

Antenna 28: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Temporal Discontinuties 37.692487 25.020539 1.648418 9.767781 3.190717 31.728171 4.909920 37.692487 0.031500

Antenna 28: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Temporal Discontinuties 240.083841 3.017101 29.105912 5.136211 13.586253 13.861574 42.792653 0.781529 240.083841

Antenna 28: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Temporal Discontinuties 105.702616 29.419692 2.562076 12.204387 3.517553 36.452475 16.367211 105.702616 0.737313

Antenna 28: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Temporal Discontinuties 137.352759 2.821709 28.591905 3.463842 10.703330 9.610885 27.713607 0.436697 137.352759

Antenna 28: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Temporal Discontinuties 152.521871 24.085718 4.157786 13.063506 3.752945 12.741100 6.367230 152.521871 1.525501

Antenna 28: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Shape 23.938783 1.703031 23.938783 3.638675 11.092677 8.880962 15.704764 -0.016935 9.450807

Antenna 28: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Temporal Discontinuties 58.170409 2.362307 18.982029 3.123773 10.196259 3.709908 15.214495 1.601799 58.170409

Antenna 28: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 28: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Power 24.986241 -0.025845 7.146783 1.097937 24.986241 0.528632 7.611872 1.028717 2.007857

Antenna 28: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 1 RF_maintenance ee Temporal Discontinuties 80.802953 18.309064 2.564969 12.773764 3.720902 12.793040 7.163933 80.802953 15.823854